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主要项目
[在研]
1. 长时序遥感影像的地物分类制图与动态更新方法研究，国家自然科学基金项目-面上，50万，主持
2. 道路设施损毁智能侦测系统及预警装置研发-专题四，重点研发子课题，60万，主持
3. 视频遥感信息处理的理论及其典型地学应用,国家自然科学基金项目-重点，参与2/7
4. 无人机高清摄像裂缝智能识别及可视化系统软件开发，普通横向，69万，主持
5. XXXX研究项目，国防横向，75万，主持
6. XXXX模块，国防横向，参与2/7
7. XXXX软件，国防横向，参与2/7
[结题]
1. 海量遥感点云数据的表达与压缩,，国家自然科学基金项目-青年，主持
2. 环境感知辅助的SAR目标检测识别，中央高校自主科研，15万，主持
3. XXXX系统合同，国防横向，50万，主持
4. XXXX系统合同，国防横向，300万，参与（技术负责人）
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代表论文
[投稿论文]
1. Expediting Building Footprint Segmentation from High-resolution Remote Sensing Images via progressive lenient supervision, H Guo, B Du, C Wu, X Su, L Zhang, arXiv preprint arXiv:2307.12220
[2024]
1. Remote sensing chatgpt: Solving remote sensing tasks with ChatGPT and visual models, H Guo, X Su, C Wu, B Du, L Zhang, D Li, IGARSS 2024.【One of the 10 Student Paper Competition finalists at IGARSS 2024】【Link】
2. Building-Road Collaborative Extraction From Remote Sensing Images via Cross-Task and Cross-Scale Interaction, H Guo, X Su*, C Wu, B Du, L Zhang, IEEE Transactions on Geoscience and Remote Sensing.
3. PCDASNet: Position-Constrained Differential Attention Siamese Network for Building Damage Assessment, J Wang, H Guo, X Su*, L Zheng, Q Yuan, IEEE Transactions on Geoscience and Remote Sensing.
4. An Ensemble Learning Approach With Attention Mechanism for Detecting Pavement Distress and Disaster-Induced Road Damage, S Wang, H Jiao, X Su, Q Yuan, IEEE Transactions on Intelligent Transportation Systems.
5. SAAN: Similarity-aware attention flow network for change detection with VHR remote sensing images, H Guo, X Su*, C Wu*, B Du, L Zhang, IEEE Transactions on Image Processing.
6. High-spatial-resolution surface soil moisture retrieval using the Deep Forest model in the cloud environment over the Tibetan Plateau, Z Li, Q Yuan, X Su, Geo-spatial Information Science, 1-20.
7. Statistic Ratio Attention Guided Siamese U-Net for SAR Image Semantic Change Detection, S Chen, X Su*, L Zheng, Q Yuan, IEEE Geoscience and Remote Sensing Letters.
8. An Ensemble Learning Approach With Attention Mechanism for Detecting Pavement Distress and Disaster-Induced Road Damage, S Wang, H Jiao, X Su, Q Yuan, IEEE Transactions on Intelligent Transportation Systems.
9. HVL-SLAM: Hybrid Vision and LiDAR Fusion for SLAM, W Wang, C Wang, J Liu, X Su, B Luo, C Zhang, IEEE Transactions on Geoscience and Remote Sensing.
10. Multi-level domain perturbation for source-free object detection in remote sensing images, W Liu, J Liu, X Su, H Nie, B Luo, Geo-spatial Information Science.
11. High-spatial-resolution surface soil moisture retrieval using the Deep Forest model in the cloud environment over the Tibetan Plateau, Z Li, Q Yuan, X Su, Geo-spatial Information Science.
[2023]
1. Decoupling semantic and edge representations for building footprint extraction from remote sensing images. H Guo, X Su*, C Wu, B Du, L Zhang, IEEE Transactions on Geoscience and Remote Sensing 61, 1-16
2. Fast hyperspectral image denoising and destriping method based on graph Laplacian regularization. X Su, Z Zhang, F Yang, IEEE Transactions on Geoscience and Remote Sensing 61, 1-14
3. Differential Information Guided Triple Branch Network for Flooded Road Detection. H FENG, X SU*, W ZHU, S ZHANG, Q YUAN, Z LI, Geomatics and Information Science of Wuhan University
4. Multilevel attention Siamese network for keypoint detection in optical and SAR images. S Zhang, Z Fu, J Liu, X Su, B Luo, H Nie, BH Tang, IEEE Transactions on Geoscience and Remote Sensing
5. Differential Information Guided Triple Branch Network for Flooded Road Detection, H FENG, X SU*, W ZHU, S ZHANG, Q YUAN, Z LI, Geomatics and Information Science of Wuhan University
[2022]
1. MAEANet: Multiscale attention and edge-aware Siamese network for building change detection in high-resolution remote sensing images, B Yang, Y Huang, X Su*, H Guo, Remote Sensing 14 (19), 4895
2. An ensemble learning approach with multi-depth attention mechanism for road damage detection, S Wang, Y Tang, X Liao, J He, H Feng, H Jiao, X Su, Q Yuan, 2022 IEEE International Conference on Big Data (Big Data), 6439-6444
3. A coarse-to-fine boundary refinement network for building footprint extraction from remote sensing imagery, H Guo, B Du, L Zhang, X Su, ISPRS Journal of Photogrammetry and Remote Sensing 183, 240-252
4. Inundation impact on croplands of 2020 flood event in three Provinces of China, X Qin, Q Shi, D Wang, X Su, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
5. Deep image interpolation: A unified unsupervised framework for pansharpening, J Gao, J Li, X Su, M Jiang, Q Yuan, Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition
[2021]
1. Multivehicle object tracking in satellite video enhanced by slow features and motion features, J Wu, X Su*, Q Yuan, H Shen, L Zhang, IEEE Transactions on Geoscience and Remote Sensing 60, 1-26
2. Satellite video super-resolution via multiscale deformable convolution alignment and temporal grouping projection, Y Xiao, X Su*, Q Yuan, D Liu, H Shen, L Zhang, IEEE Transactions on Geoscience and Remote Sensing 60, 1-19
3. CFCANet: A complete frequency channel attention network for SAR image scene classification, B Su, J Liu, X Su*, B Luo, Q Wang, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
4. Spatial–temporal gray-level co-occurrence aware CNN for SAR image change detection, X Zhang, X Su*, Q Yuan, Q Wang, IEEE Geoscience and Remote Sensing Letters 19, 1-5
5. Scale-robust deep-supervision network for mapping building footprints from high-resolution remote sensing images, H Guo, X Su*, S Tang, B Du, L Zhang, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
6. Boundary-aware dual-stream network for VHR remote sensing images semantic segmentation, Z Nong, X Su*, Y Liu, Z Zhan, Q Yuan, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
[2020~2018]
1. Rate-Distortion Optimized Graph-Based Representation for Multiview Images with Complex Camera Configurations, X Su*, T Maugey, C Guillemot, IEEE Transactions on Image Processing
2. Geometry-aware graph transforms for light field compact representation, M Rizkallah, X Su, T Maugey, C Guillemot, IEEE Transactions on Image Processing
3. NORCAMA: Change Analysis in SAR Time Series by Likelihood Ratio Change Matrix Clustering, X Su*, CA Deledalle, F Tupin, H Sun, ISPRS Journal of Photogrammetry and Remote Sensing 101, 247–261
4. Two-Step Multitemporal Nonlocal Means for Synthetic Aperture Radar Images, X Su*, CA Deledalle, F Tupin, H Sun, IEEE Transactions on Geoscience and Remote Sensing
5. A supervised classification method based on conditional random fields with multiscale region connection calculus model for SAR image, X Su, C He, Q Feng, X Deng, H Sun, IEEE Geoscience and Remote Sensing Letters 8 (3), 497-501